{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "\n",
    "import mbrl.planning as planning\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'\n",
    "mpl.rcParams['font.size'] = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rosenbrock_fn(x_array, a=1., b=100.):\n",
    "    n, d = x_array.shape\n",
    "    assert d % 2 == 0\n",
    "    val = 0\n",
    "    for i in range(d // 2):\n",
    "        x = x_array[:, 2 * i]\n",
    "        y = x_array[:, 2 * i + 1]\n",
    "        val += (a - x) ** 2 + b * (y - (x ** 2)) ** 2\n",
    "    return -val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best x: tensor([1.0025, 1.0053]), with value: tensor([-1.7854e-05])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "lb = [-2., -2.]\n",
    "ub = [2., 2.]\n",
    "n = 100\n",
    "x1 = np.linspace(lb[0], ub[0], n) \n",
    "x2 = np.linspace(lb[1], ub[1], n)\n",
    "x1s, x2s = np.meshgrid(x1, x2)\n",
    "x = np.stack([x1s.flatten(), x2s.flatten()]).transpose()\n",
    "z = rosenbrock_fn(x)\n",
    "z = z.reshape((n, n))\n",
    "\n",
    "ax.contour(x1s, x2s, z, levels=30)\n",
    "\n",
    "iters = 5\n",
    "max_values = np.zeros(iters)\n",
    "mean_values = np.zeros(iters)\n",
    "legend = []\n",
    "def plot_population(population, values, it):\n",
    "    mu_population = population.mean(0)\n",
    "    ax.plot(population[::10,0], population[::10,1], 'ok', alpha=(it + 1) / (iters + 1) / 2, markersize=4)\n",
    "    ax.plot(mu_population[0], mu_population[1], 'om', alpha=(it + 1) / (iters + 1), markersize=10)\n",
    "    max_values[it] = values.max().item()\n",
    "    mean_values[it] = values.mean().item()\n",
    "\n",
    "cem = planning.CEMOptimizer(iters, 0.01, 1000, lb, ub, 0.1, torch.device(\"cpu\"))\n",
    "best = cem.optimize(rosenbrock_fn, torch.zeros(2), callback=plot_population)\n",
    "best_value = rosenbrock_fn(best.reshape((1, -1)))\n",
    "print(f\"Best x: {best}, with value: {best_value}\")\n",
    "ax.plot(best[0], best[1], 'bs', label=\"best_solution\")\n",
    "ax.plot(1, 1, 'r+', markersize=12, label=\"optimum\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(max_values)\n",
    "plt.plot(mean_values)\n",
    "plt.plot([0, iters], [best_value, best_value], 'k.-')\n",
    "plt.plot([0, iters], [0, 0], 'r--')\n",
    "plt.legend([\"Current iter. max\", \"Current iter. mean\", \"Historic max\", \"Optimal value\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
